Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 10049 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 14 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 4 |
| Text | 1 |
| Dataset has 14 (0.1%) duplicate rows | Duplicates |
amt_credit is highly overall correlated with amt_goods_price | High correlation |
amt_goods_price is highly overall correlated with amt_credit | High correlation |
credit_agency_3_rating is highly overall correlated with days_credit | High correlation |
days_credit is highly overall correlated with credit_agency_3_rating | High correlation |
remaining_installment is highly overall correlated with buro_max_amt_instalment | High correlation |
buro_avg_amt_instalment is highly overall correlated with buro_max_amt_instalment | High correlation |
buro_max_amt_instalment is highly overall correlated with remaining_installment and 1 other fields | High correlation |
days_birth is highly overall correlated with days_employed | High correlation |
days_employed is highly overall correlated with days_birth | High correlation |
name_contract_type is highly imbalanced (54.7%) | Imbalance |
target is highly imbalanced (60.7%) | Imbalance |
sk_id_curr is uniformly distributed | Uniform |
credit_agency_1_rating has 5677 (56.5%) zeros | Zeros |
credit_agency_3_rating has 2007 (20.0%) zeros | Zeros |
days_credit has 1452 (14.4%) zeros | Zeros |
days_credit_enddate has 1523 (15.2%) zeros | Zeros |
remaining_installment has 556 (5.5%) zeros | Zeros |
buro_avg_amt_instalment has 475 (4.7%) zeros | Zeros |
buro_max_amt_instalment has 475 (4.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-04 05:12:52.109216 |
|---|---|
| Analysis finished | 2023-09-04 05:13:27.893561 |
| Duration | 35.78 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
sk_id_curr
Real number (ℝ)
UNIFORM 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1004975.2 |
| Minimum | 1000000 |
|---|---|
| Maximum | 1009999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 1000000 |
|---|---|
| 5-th percentile | 1000453.4 |
| Q1 | 1002463 |
| median | 1004975 |
| Q3 | 1007487 |
| 95-th percentile | 1009496.6 |
| Maximum | 1009999 |
| Range | 9999 |
| Interquartile range (IQR) | 5024 |
Descriptive statistics
| Standard deviation | 2900.6641 |
|---|---|
| Coefficient of variation (CV) | 0.0028863041 |
| Kurtosis | -1.2005964 |
| Mean | 1004975.2 |
| Median Absolute Deviation (MAD) | 2512 |
| Skewness | 0.00044201906 |
| Sum | 1.0098996 × 1010 |
| Variance | 8413852 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000017 | 5 | < 0.1% |
| 1000014 | 5 | < 0.1% |
| 1000015 | 5 | < 0.1% |
| 1000016 | 5 | < 0.1% |
| 1000018 | 5 | < 0.1% |
| 1000019 | 5 | < 0.1% |
| 1000020 | 5 | < 0.1% |
| 1000027 | 4 | < 0.1% |
| 1000021 | 4 | < 0.1% |
| 1000022 | 4 | < 0.1% |
| Other values (9990) | 10002 |
| Value | Count | Frequency (%) |
| 1000000 | 1 | |
| 1000001 | 1 | |
| 1000002 | 1 | |
| 1000003 | 1 | |
| 1000004 | 1 | |
| 1000005 | 1 | |
| 1000006 | 1 | |
| 1000007 | 1 | |
| 1000008 | 1 | |
| 1000009 | 1 |
| Value | Count | Frequency (%) |
| 1009999 | 1 | |
| 1009998 | 1 | |
| 1009997 | 1 | |
| 1009996 | 1 | |
| 1009995 | 1 | |
| 1009994 | 1 | |
| 1009993 | 1 | |
| 1009992 | 1 | |
| 1009991 | 1 | |
| 1009990 | 1 |
amt_credit
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1833 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 593657.24 |
| Minimum | 45000 |
|---|---|
| Maximum | 2695500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 45000 |
|---|---|
| 5-th percentile | 136270.8 |
| Q1 | 270000 |
| median | 508496 |
| Q3 | 808650 |
| 95-th percentile | 1350000 |
| Maximum | 2695500 |
| Range | 2650500 |
| Interquartile range (IQR) | 538650 |
Descriptive statistics
| Standard deviation | 399553.26 |
|---|---|
| Coefficient of variation (CV) | 0.67303695 |
| Kurtosis | 1.6280948 |
| Mean | 593657.24 |
| Median Absolute Deviation (MAD) | 249786 |
| Skewness | 1.2132242 |
| Sum | 5.9656616 × 109 |
| Variance | 1.5964281 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 450000 | 302 | 3.0% |
| 225000 | 286 | 2.8% |
| 675000 | 275 | 2.7% |
| 180000 | 244 | 2.4% |
| 270000 | 231 | 2.3% |
| 900000 | 200 | 2.0% |
| 545040 | 141 | 1.4% |
| 808650 | 132 | 1.3% |
| 254700 | 130 | 1.3% |
| 135000 | 128 | 1.3% |
| Other values (1823) | 7980 |
| Value | Count | Frequency (%) |
| 45000 | 9 | |
| 47970 | 3 | < 0.1% |
| 49500 | 1 | < 0.1% |
| 50940 | 16 | |
| 52128 | 4 | < 0.1% |
| 53910 | 1 | < 0.1% |
| 54504 | 1 | < 0.1% |
| 56880 | 1 | < 0.1% |
| 57339 | 1 | < 0.1% |
| 57564 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2695500 | 1 | < 0.1% |
| 2517300 | 5 | |
| 2447940 | 2 | < 0.1% |
| 2428200 | 1 | < 0.1% |
| 2410380 | 1 | < 0.1% |
| 2395920 | 1 | < 0.1% |
| 2356920 | 1 | < 0.1% |
| 2295000 | 1 | < 0.1% |
| 2286210 | 1 | < 0.1% |
| 2254500 | 1 | < 0.1% |
amt_goods_price
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 366 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 533514.3 |
| Minimum | 45000 |
|---|---|
| Maximum | 2295000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 45000 |
|---|---|
| 5-th percentile | 135000 |
| Q1 | 234000 |
| median | 450000 |
| Q3 | 679500 |
| 95-th percentile | 1282500 |
| Maximum | 2295000 |
| Range | 2250000 |
| Interquartile range (IQR) | 445500 |
Descriptive statistics
| Standard deviation | 366402.95 |
|---|---|
| Coefficient of variation (CV) | 0.68677251 |
| Kurtosis | 2.1085236 |
| Mean | 533514.3 |
| Median Absolute Deviation (MAD) | 225000 |
| Skewness | 1.3293503 |
| Sum | 5.3612852 × 109 |
| Variance | 1.3425112 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 225000 | 860 | 8.6% |
| 450000 | 816 | 8.1% |
| 675000 | 797 | 7.9% |
| 900000 | 487 | 4.8% |
| 270000 | 379 | 3.8% |
| 180000 | 357 | 3.6% |
| 454500 | 306 | 3.0% |
| 1125000 | 281 | 2.8% |
| 135000 | 273 | 2.7% |
| 315000 | 177 | 1.8% |
| Other values (356) | 5316 |
| Value | Count | Frequency (%) |
| 45000 | 39 | |
| 49500 | 2 | < 0.1% |
| 54000 | 5 | < 0.1% |
| 58500 | 11 | 0.1% |
| 63000 | 1 | < 0.1% |
| 67500 | 48 | |
| 72000 | 4 | < 0.1% |
| 76500 | 9 | 0.1% |
| 81000 | 17 | 0.2% |
| 85500 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 2295000 | 1 | < 0.1% |
| 2254500 | 3 | < 0.1% |
| 2250000 | 24 | |
| 2245500 | 1 | < 0.1% |
| 2236500 | 1 | < 0.1% |
| 2182500 | 1 | < 0.1% |
| 2160000 | 1 | < 0.1% |
| 2070000 | 1 | < 0.1% |
| 1984500 | 4 | < 0.1% |
| 1930500 | 1 | < 0.1% |
credit_agency_1_rating
Real number (ℝ)
ZEROS 
| Distinct | 4318 |
|---|---|
| Distinct (%) | 43.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21932555 |
| Minimum | 0 |
|---|---|
| Maximum | 0.929394 |
| Zeros | 5677 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.45961 |
| 95-th percentile | 0.7713772 |
| Maximum | 0.929394 |
| Range | 0.929394 |
| Interquartile range (IQR) | 0.45961 |
Descriptive statistics
| Standard deviation | 0.28569641 |
|---|---|
| Coefficient of variation (CV) | 1.3026134 |
| Kurtosis | -0.77322903 |
| Mean | 0.21932555 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.86309243 |
| Sum | 2204.0024 |
| Variance | 0.081622438 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5677 | |
| 0.72194 | 5 | < 0.1% |
| 0.115634 | 5 | < 0.1% |
| 0.565655 | 5 | < 0.1% |
| 0.437709 | 4 | < 0.1% |
| 0.561948 | 4 | < 0.1% |
| 0.765643 | 2 | < 0.1% |
| 0.544695 | 2 | < 0.1% |
| 0.689724 | 2 | < 0.1% |
| 0.42807 | 2 | < 0.1% |
| Other values (4308) | 4341 |
| Value | Count | Frequency (%) |
| 0 | 5677 | |
| 0.0244175 | 1 | < 0.1% |
| 0.0244626 | 1 | < 0.1% |
| 0.0298842 | 1 | < 0.1% |
| 0.0308563 | 1 | < 0.1% |
| 0.0340619 | 1 | < 0.1% |
| 0.035546 | 1 | < 0.1% |
| 0.0379431 | 1 | < 0.1% |
| 0.0384758 | 1 | < 0.1% |
| 0.0406839 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.929394 | 1 | |
| 0.929382 | 1 | |
| 0.92876 | 1 | |
| 0.926892 | 1 | |
| 0.926499 | 1 | |
| 0.924702 | 1 | |
| 0.922426 | 1 | |
| 0.921126 | 1 | |
| 0.918404 | 1 | |
| 0.918057 | 1 |
credit_agency_2_rating
Real number (ℝ)
| Distinct | 9290 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51410476 |
| Minimum | 0 |
|---|---|
| Maximum | 0.855 |
| Zeros | 26 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1341016 |
| Q1 | 0.391092 |
| median | 0.565413 |
| Q3 | 0.664276 |
| 95-th percentile | 0.7470802 |
| Maximum | 0.855 |
| Range | 0.855 |
| Interquartile range (IQR) | 0.273184 |
Descriptive statistics
| Standard deviation | 0.19115034 |
|---|---|
| Coefficient of variation (CV) | 0.37181203 |
| Kurtosis | -0.25146416 |
| Mean | 0.51410476 |
| Median Absolute Deviation (MAD) | 0.119815 |
| Skewness | -0.79728141 |
| Sum | 5166.2387 |
| Variance | 0.036538451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.285898 | 32 | 0.3% |
| 0 | 26 | 0.3% |
| 0.262258 | 15 | 0.1% |
| 0.162145 | 14 | 0.1% |
| 0.159679 | 14 | 0.1% |
| 0.265256 | 12 | 0.1% |
| 0.163187 | 11 | 0.1% |
| 0.265312 | 9 | 0.1% |
| 0.354225 | 9 | 0.1% |
| 0.162192 | 9 | 0.1% |
| Other values (9280) | 9898 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 7.36 × 10-5 | 1 | < 0.1% |
| 0.000255576 | 1 | < 0.1% |
| 0.000262611 | 1 | < 0.1% |
| 0.000476216 | 1 | < 0.1% |
| 0.000698277 | 1 | < 0.1% |
| 0.00106354 | 1 | < 0.1% |
| 0.00120194 | 1 | < 0.1% |
| 0.0013404 | 1 | < 0.1% |
| 0.00175139 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.855 | 1 | |
| 0.815114 | 1 | |
| 0.809585 | 1 | |
| 0.805674 | 1 | |
| 0.803988 | 1 | |
| 0.803422 | 1 | |
| 0.802803 | 1 | |
| 0.8028 | 1 | |
| 0.802748 | 1 | |
| 0.802089 | 1 |
credit_agency_3_rating
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 640 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40925672 |
| Minimum | 0 |
|---|---|
| Maximum | 0.885488 |
| Zeros | 2007 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.172495 |
| median | 0.461482 |
| Q3 | 0.638044 |
| 95-th percentile | 0.780144 |
| Maximum | 0.885488 |
| Range | 0.885488 |
| Interquartile range (IQR) | 0.465549 |
Descriptive statistics
| Standard deviation | 0.26958743 |
|---|---|
| Coefficient of variation (CV) | 0.6587245 |
| Kurtosis | -1.2234624 |
| Mean | 0.40925672 |
| Median Absolute Deviation (MAD) | 0.20917 |
| Skewness | -0.3048167 |
| Sum | 4112.6208 |
| Variance | 0.072677382 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2007 | 20.0% |
| 0.626304 | 49 | 0.5% |
| 0.694093 | 46 | 0.5% |
| 0.67383 | 46 | 0.5% |
| 0.7463 | 43 | 0.4% |
| 0.000527265 | 41 | 0.4% |
| 0.513694 | 40 | 0.4% |
| 0.643026 | 40 | 0.4% |
| 0.581484 | 40 | 0.4% |
| 0.622922 | 39 | 0.4% |
| Other values (630) | 7658 |
| Value | Count | Frequency (%) |
| 0 | 2007 | |
| 0.000527265 | 41 | 0.4% |
| 0.0141483 | 1 | < 0.1% |
| 0.0145564 | 1 | < 0.1% |
| 0.0230618 | 1 | < 0.1% |
| 0.0238884 | 1 | < 0.1% |
| 0.0263597 | 1 | < 0.1% |
| 0.0318464 | 1 | < 0.1% |
| 0.032748 | 1 | < 0.1% |
| 0.0334404 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.885488 | 1 | < 0.1% |
| 0.88253 | 2 | < 0.1% |
| 0.881027 | 1 | < 0.1% |
| 0.880268 | 1 | < 0.1% |
| 0.869211 | 1 | < 0.1% |
| 0.865896 | 4 | < 0.1% |
| 0.863363 | 11 | |
| 0.86251 | 1 | < 0.1% |
| 0.861653 | 1 | < 0.1% |
| 0.859924 | 3 | < 0.1% |
days_credit
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6799 |
|---|---|
| Distinct (%) | 67.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -928.78932 |
| Minimum | -2922 |
|---|---|
| Maximum | 0 |
| Zeros | 1452 |
| Zeros (%) | 14.4% |
| Negative | 8597 |
| Negative (%) | 85.6% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | -2922 |
|---|---|
| 5-th percentile | -2039.716 |
| Q1 | -1361 |
| median | -931 |
| Q3 | -423 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 2922 |
| Interquartile range (IQR) | 938 |
Descriptive statistics
| Standard deviation | 647.09939 |
|---|---|
| Coefficient of variation (CV) | -0.69671278 |
| Kurtosis | -0.38382204 |
| Mean | -928.78932 |
| Median Absolute Deviation (MAD) | 463.67 |
| Skewness | -0.33464477 |
| Sum | -9333403.9 |
| Variance | 418737.62 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1452 | 14.4% |
| -478 | 8 | 0.1% |
| -337 | 8 | 0.1% |
| -495 | 7 | 0.1% |
| -1331 | 7 | 0.1% |
| -840 | 7 | 0.1% |
| -532 | 6 | 0.1% |
| -180 | 6 | 0.1% |
| -900 | 6 | 0.1% |
| -1318 | 6 | 0.1% |
| Other values (6789) | 8536 |
| Value | Count | Frequency (%) |
| -2922 | 2 | |
| -2913 | 1 | |
| -2912 | 1 | |
| -2904 | 1 | |
| -2900 | 1 | |
| -2899 | 1 | |
| -2896 | 1 | |
| -2888 | 1 | |
| -2881 | 1 | |
| -2877.5 | 1 |
| Value | Count | Frequency (%) |
| 0 | 1452 | |
| -6 | 1 | < 0.1% |
| -8 | 1 | < 0.1% |
| -9 | 1 | < 0.1% |
| -10 | 1 | < 0.1% |
| -15 | 1 | < 0.1% |
| -19 | 1 | < 0.1% |
| -22 | 1 | < 0.1% |
| -25 | 4 | < 0.1% |
| -26 | 1 | < 0.1% |
days_credit_enddate
Real number (ℝ)
ZEROS 
| Distinct | 7345 |
|---|---|
| Distinct (%) | 73.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 533.96407 |
| Minimum | -21342 |
|---|---|
| Maximum | 31194 |
| Zeros | 1523 |
| Zeros (%) | 15.2% |
| Negative | 4803 |
| Negative (%) | 47.8% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | -21342 |
|---|---|
| 5-th percentile | -1478.81 |
| Q1 | -600.5 |
| median | 0 |
| Q3 | 399.75 |
| 95-th percentile | 5376.48 |
| Maximum | 31194 |
| Range | 52536 |
| Interquartile range (IQR) | 1000.25 |
Descriptive statistics
| Standard deviation | 2986.4045 |
|---|---|
| Coefficient of variation (CV) | 5.592894 |
| Kurtosis | 41.125563 |
| Mean | 533.96407 |
| Median Absolute Deviation (MAD) | 532.333 |
| Skewness | 5.3659052 |
| Sum | 5365805 |
| Variance | 8918611.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1523 | 15.2% |
| -342 | 6 | 0.1% |
| 940 | 6 | 0.1% |
| -172 | 5 | < 0.1% |
| -364.917 | 5 | < 0.1% |
| -165 | 5 | < 0.1% |
| 30 | 5 | < 0.1% |
| 72 | 5 | < 0.1% |
| 645 | 5 | < 0.1% |
| -610 | 5 | < 0.1% |
| Other values (7335) | 8479 |
| Value | Count | Frequency (%) |
| -21342 | 1 | |
| -6821.92 | 1 | |
| -4630.2 | 1 | |
| -4397.13 | 1 | |
| -4015.15 | 1 | |
| -2787 | 1 | |
| -2751 | 1 | |
| -2714 | 1 | |
| -2687 | 1 | |
| -2640 | 1 |
| Value | Count | Frequency (%) |
| 31194 | 1 | |
| 31187 | 1 | |
| 31185 | 1 | |
| 31153 | 1 | |
| 31150 | 1 | |
| 31149 | 1 | |
| 31084 | 1 | |
| 31081 | 1 | |
| 31080 | 1 | |
| 31069 | 1 |
remaining_installment
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4502 |
|---|---|
| Distinct (%) | 44.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7222651 |
| Minimum | 0 |
|---|---|
| Maximum | 57.5 |
| Zeros | 556 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.65517 |
| median | 6.64286 |
| Q3 | 11.48 |
| 95-th percentile | 22.21904 |
| Maximum | 57.5 |
| Range | 57.5 |
| Interquartile range (IQR) | 6.82483 |
Descriptive statistics
| Standard deviation | 6.7255625 |
|---|---|
| Coefficient of variation (CV) | 0.77107981 |
| Kurtosis | 4.2523807 |
| Mean | 8.7222651 |
| Median Absolute Deviation (MAD) | 2.97253 |
| Skewness | 1.7360969 |
| Sum | 87650.042 |
| Variance | 45.233191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 556 | 5.5% |
| 3 | 369 | 3.7% |
| 6 | 314 | 3.1% |
| 5 | 216 | 2.1% |
| 4 | 92 | 0.9% |
| 6.5 | 81 | 0.8% |
| 5.5 | 76 | 0.8% |
| 7 | 73 | 0.7% |
| 12 | 63 | 0.6% |
| 8 | 60 | 0.6% |
| Other values (4492) | 8149 |
| Value | Count | Frequency (%) |
| 0 | 556 | |
| 0.0322581 | 1 | < 0.1% |
| 0.105263 | 1 | < 0.1% |
| 0.166667 | 3 | < 0.1% |
| 0.215686 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.265823 | 1 | < 0.1% |
| 0.291667 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.333333 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 57.5 | 1 | |
| 51 | 1 | |
| 50.1667 | 1 | |
| 48.5 | 1 | |
| 48.3333 | 1 | |
| 48 | 1 | |
| 47.525 | 1 | |
| 47 | 1 | |
| 46.5 | 1 | |
| 45.7407 | 1 |
buro_avg_amt_instalment
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9441 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17450.162 |
| Minimum | 0 |
|---|---|
| Maximum | 818597 |
| Zeros | 475 |
| Zeros (%) | 4.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1701.182 |
| Q1 | 7136.96 |
| median | 11845.6 |
| Q3 | 20451.6 |
| 95-th percentile | 49237.24 |
| Maximum | 818597 |
| Range | 818597 |
| Interquartile range (IQR) | 13314.64 |
Descriptive statistics
| Standard deviation | 22742.857 |
|---|---|
| Coefficient of variation (CV) | 1.3033035 |
| Kurtosis | 277.25901 |
| Mean | 17450.162 |
| Median Absolute Deviation (MAD) | 5799 |
| Skewness | 11.342463 |
| Sum | 1.7535668 × 108 |
| Variance | 5.1723756 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | 4.7% |
| 49114.6 | 5 | < 0.1% |
| 15090.5 | 5 | < 0.1% |
| 18982.6 | 5 | < 0.1% |
| 6765.98 | 5 | < 0.1% |
| 9059.02 | 5 | < 0.1% |
| 7136.96 | 5 | < 0.1% |
| 7910.76 | 4 | < 0.1% |
| 11820.6 | 4 | < 0.1% |
| 33917.1 | 4 | < 0.1% |
| Other values (9431) | 9532 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 0.189 | 1 | < 0.1% |
| 463.974 | 1 | < 0.1% |
| 567.846 | 1 | < 0.1% |
| 880.655 | 1 | < 0.1% |
| 900.791 | 1 | < 0.1% |
| 947.13 | 1 | < 0.1% |
| 972.433 | 1 | < 0.1% |
| 984.38 | 1 | < 0.1% |
| 1013.57 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 818597 | 1 | |
| 672121 | 1 | |
| 477748 | 1 | |
| 451231 | 1 | |
| 401670 | 1 | |
| 331834 | 1 | |
| 316875 | 1 | |
| 279494 | 1 | |
| 275445 | 1 | |
| 246309 | 1 |
buro_max_amt_instalment
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9229 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133648.66 |
| Minimum | 0 |
|---|---|
| Maximum | 3071840 |
| Zeros | 475 |
| Zeros (%) | 4.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2552.882 |
| Q1 | 12233.7 |
| median | 30567.1 |
| Q3 | 121202 |
| 95-th percentile | 691000.6 |
| Maximum | 3071840 |
| Range | 3071840 |
| Interquartile range (IQR) | 108968.3 |
Descriptive statistics
| Standard deviation | 251938.95 |
|---|---|
| Coefficient of variation (CV) | 1.8850839 |
| Kurtosis | 14.412529 |
| Mean | 133648.66 |
| Median Absolute Deviation (MAD) | 23801.12 |
| Skewness | 3.3590579 |
| Sum | 1.3430354 × 109 |
| Variance | 6.3473233 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | 4.7% |
| 45000 | 10 | 0.1% |
| 20250 | 9 | 0.1% |
| 90000 | 9 | 0.1% |
| 6750 | 9 | 0.1% |
| 225000 | 8 | 0.1% |
| 36000 | 7 | 0.1% |
| 112500 | 7 | 0.1% |
| 180000 | 6 | 0.1% |
| 27000 | 6 | 0.1% |
| Other values (9219) | 9503 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 0.225 | 1 | < 0.1% |
| 952.155 | 1 | < 0.1% |
| 1574.32 | 1 | < 0.1% |
| 1597.32 | 1 | < 0.1% |
| 1707.93 | 1 | < 0.1% |
| 1893.82 | 1 | < 0.1% |
| 1906.52 | 1 | < 0.1% |
| 2088.41 | 1 | < 0.1% |
| 2094.57 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3071840 | 1 | |
| 2425430 | 1 | |
| 2266320 | 1 | |
| 2211510 | 1 | |
| 2197130 | 1 | |
| 2059290 | 1 | |
| 2040610 | 1 | |
| 1989310 | 1 | |
| 1972400 | 1 | |
| 1966170 | 1 |
occupation_type
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.6 KiB |
| Laborers | |
|---|---|
| Sales staff | |
| Core staff | |
| Managers | |
| Drivers | |
| Other values (15) |
Length
| Max length | 21 |
|---|---|
| Median length | 8 |
| Mean length | 9.4677082 |
| Min length | 1 |
Characters and Unicode
| Total characters | 95141 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laborers |
|---|---|
| 2nd row | High skill tech staff |
| 3rd row | Drivers |
| 4th row | Core staff |
| 5th row | Sales staff |
Common Values
| Value | Count | Frequency (%) |
| Laborers | 4727 | |
| Sales staff | 1046 | 10.4% |
| Core staff | 890 | 8.9% |
| Managers | 629 | 6.3% |
| Drivers | 602 | 6.0% |
| High skill tech staff | 363 | 3.6% |
| 0 | 348 | 3.5% |
| Accountants | 315 | 3.1% |
| Medicine staff | 264 | 2.6% |
| Security staff | 208 | 2.1% |
| Other values (10) | 657 | 6.5% |
Length
| Value | Count | Frequency (%) |
| laborers | 4804 | |
| staff | 3254 | |
| sales | 1046 | 7.4% |
| core | 890 | 6.3% |
| managers | 629 | 4.4% |
| drivers | 602 | 4.2% |
| high | 363 | 2.6% |
| skill | 363 | 2.6% |
| tech | 363 | 2.6% |
| 0 | 348 | 2.4% |
| Other values (15) | 1560 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 12917 | |
| s | 11304 | |
| a | 11101 | |
| e | 9784 | |
| f | 6508 | 6.8% |
| o | 6440 | 6.8% |
| L | 4881 | 5.1% |
| b | 4848 | 5.1% |
| t | 4694 | 4.9% |
| 4173 | 4.4% | |
| Other values (28) | 18491 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 80691 | |
| Uppercase Letter | 9790 | 10.3% |
| Space Separator | 4173 | 4.4% |
| Decimal Number | 366 | 0.4% |
| Dash Punctuation | 77 | 0.1% |
| Other Punctuation | 44 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 12917 | |
| s | 11304 | |
| a | 11101 | |
| e | 9784 | |
| f | 6508 | |
| o | 6440 | |
| b | 4848 | 6.0% |
| t | 4694 | 5.8% |
| i | 2739 | 3.4% |
| l | 2092 | 2.6% |
| Other values (11) | 8264 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 4881 | |
| S | 1308 | 13.4% |
| C | 1208 | 12.3% |
| M | 893 | 9.1% |
| D | 602 | 6.1% |
| H | 380 | 3.9% |
| A | 315 | 3.2% |
| P | 91 | 0.9% |
| W | 44 | 0.4% |
| R | 42 | 0.4% |
| Other values (2) | 26 | 0.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 348 | |
| 1 | 18 | 4.9% |
Space Separator
| Value | Count | Frequency (%) |
| 4173 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 77 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 44 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 90481 | |
| Common | 4660 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 12917 | |
| s | 11304 | |
| a | 11101 | |
| e | 9784 | |
| f | 6508 | |
| o | 6440 | |
| L | 4881 | 5.4% |
| b | 4848 | 5.4% |
| t | 4694 | 5.2% |
| i | 2739 | 3.0% |
| Other values (23) | 15265 |
Common
| Value | Count | Frequency (%) |
| 4173 | ||
| 0 | 348 | 7.5% |
| - | 77 | 1.7% |
| / | 44 | 0.9% |
| 1 | 18 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 95141 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 12917 | |
| s | 11304 | |
| a | 11101 | |
| e | 9784 | |
| f | 6508 | 6.8% |
| o | 6440 | 6.8% |
| L | 4881 | 5.1% |
| b | 4848 | 5.1% |
| t | 4694 | 4.9% |
| 4173 | 4.4% | |
| Other values (28) | 18491 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.6 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 17 |
| Mean length | 12.116828 |
| Min length | 1 |
Characters and Unicode
| Total characters | 121762 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Other |
|---|---|
| 2nd row | Trade: type 3 |
| 3rd row | Self-employed |
| 4th row | Postal |
| 5th row | Self-employed |
| Value | Count | Frequency (%) |
| type | 3822 | |
| business | 2634 | |
| entity | 2634 | |
| 3 | 2384 | |
| xna | 1741 | |
| self-employed | 1286 | 6.3% |
| other | 527 | 2.6% |
| 2 | 481 | 2.4% |
| industry | 474 | 2.3% |
| trade | 402 | 2.0% |
| Other values (41) | 4007 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 13798 | 11.3% |
| 10343 | 8.5% | |
| t | 9367 | 7.7% |
| s | 9366 | 7.7% |
| y | 8512 | 7.0% |
| n | 8303 | 6.8% |
| i | 7328 | 6.0% |
| p | 5420 | 4.5% |
| u | 3803 | 3.1% |
| r | 3684 | 3.0% |
| Other values (42) | 41838 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 86143 | |
| Uppercase Letter | 18498 | 15.2% |
| Space Separator | 10343 | 8.5% |
| Decimal Number | 4304 | 3.5% |
| Dash Punctuation | 1286 | 1.1% |
| Other Punctuation | 1188 | 1.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 13798 | |
| t | 9367 | |
| s | 9366 | |
| y | 8512 | |
| n | 8303 | |
| i | 7328 | |
| p | 5420 | 6.3% |
| u | 3803 | 4.4% |
| r | 3684 | 4.3% |
| l | 3260 | 3.8% |
| Other values (11) | 13302 |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 3363 | |
| B | 2708 | |
| E | 2682 | |
| A | 1829 | |
| S | 1804 | |
| N | 1741 | |
| X | 1741 | |
| O | 527 | 2.8% |
| I | 493 | 2.7% |
| M | 474 | 2.6% |
| Other values (8) | 1136 | 6.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 2389 | |
| 2 | 497 | 11.5% |
| 1 | 497 | 11.5% |
| 0 | 294 | 6.8% |
| 7 | 264 | 6.1% |
| 4 | 204 | 4.7% |
| 9 | 112 | 2.6% |
| 6 | 25 | 0.6% |
| 5 | 21 | 0.5% |
| 8 | 1 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 10343 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1286 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 1188 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 104641 | |
| Common | 17121 | 14.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 13798 | |
| t | 9367 | 9.0% |
| s | 9366 | 9.0% |
| y | 8512 | 8.1% |
| n | 8303 | 7.9% |
| i | 7328 | 7.0% |
| p | 5420 | 5.2% |
| u | 3803 | 3.6% |
| r | 3684 | 3.5% |
| T | 3363 | 3.2% |
| Other values (29) | 31697 |
Common
| Value | Count | Frequency (%) |
| 10343 | ||
| 3 | 2389 | 14.0% |
| - | 1286 | 7.5% |
| : | 1188 | 6.9% |
| 2 | 497 | 2.9% |
| 1 | 497 | 2.9% |
| 0 | 294 | 1.7% |
| 7 | 264 | 1.5% |
| 4 | 204 | 1.2% |
| 9 | 112 | 0.7% |
| Other values (3) | 47 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 121762 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 13798 | 11.3% |
| 10343 | 8.5% | |
| t | 9367 | 7.7% |
| s | 9366 | 7.7% |
| y | 8512 | 7.0% |
| n | 8303 | 6.8% |
| i | 7328 | 6.0% |
| p | 5420 | 4.5% |
| u | 3803 | 3.1% |
| r | 3684 | 3.0% |
| Other values (42) | 41838 |
code_gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.6 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10049 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 6616 | |
| M | 3433 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 6616 | |
| m | 3433 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 6616 | |
| M | 3433 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10049 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 6616 | |
| M | 3433 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10049 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 6616 | |
| M | 3433 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10049 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 6616 | |
| M | 3433 |
days_birth
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7418 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16019.442 |
| Minimum | 7705 |
|---|---|
| Maximum | 25160 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 7705 |
|---|---|
| 5-th percentile | 9379.6 |
| Q1 | 12377 |
| median | 15781 |
| Q3 | 19581 |
| 95-th percentile | 23160.6 |
| Maximum | 25160 |
| Range | 17455 |
| Interquartile range (IQR) | 7204 |
Descriptive statistics
| Standard deviation | 4340.5368 |
|---|---|
| Coefficient of variation (CV) | 0.27095431 |
| Kurtosis | -1.0307688 |
| Mean | 16019.442 |
| Median Absolute Deviation (MAD) | 3592 |
| Skewness | 0.10857922 |
| Sum | 1.6097937 × 108 |
| Variance | 18840260 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13465 | 6 | 0.1% |
| 9776 | 6 | 0.1% |
| 18333 | 5 | < 0.1% |
| 17718 | 5 | < 0.1% |
| 20070 | 5 | < 0.1% |
| 17567 | 5 | < 0.1% |
| 15948 | 5 | < 0.1% |
| 14583 | 5 | < 0.1% |
| 8728 | 5 | < 0.1% |
| 12931 | 5 | < 0.1% |
| Other values (7408) | 9997 |
| Value | Count | Frequency (%) |
| 7705 | 1 | |
| 7708 | 1 | |
| 7711 | 1 | |
| 7714 | 1 | |
| 7736 | 1 | |
| 7738 | 1 | |
| 7742 | 1 | |
| 7747 | 1 | |
| 7763 | 1 | |
| 7766 | 1 |
| Value | Count | Frequency (%) |
| 25160 | 1 | |
| 25122 | 1 | |
| 25104 | 1 | |
| 25102 | 1 | |
| 25080 | 1 | |
| 25075 | 1 | |
| 25059 | 2 | |
| 25054 | 1 | |
| 25050 | 1 | |
| 25038 | 1 |
days_id_publish
Real number (ℝ)
| Distinct | 4424 |
|---|---|
| Distinct (%) | 44.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2981.7757 |
| Minimum | 0 |
|---|---|
| Maximum | 6228 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 368 |
| Q1 | 1713 |
| median | 3221 |
| Q3 | 4294 |
| 95-th percentile | 4937 |
| Maximum | 6228 |
| Range | 6228 |
| Interquartile range (IQR) | 2581 |
Descriptive statistics
| Standard deviation | 1510.4789 |
|---|---|
| Coefficient of variation (CV) | 0.50657025 |
| Kurtosis | -1.1209582 |
| Mean | 2981.7757 |
| Median Absolute Deviation (MAD) | 1204 |
| Skewness | -0.32758123 |
| Sum | 29963864 |
| Variance | 2281546.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4084 | 10 | 0.1% |
| 4400 | 10 | 0.1% |
| 3962 | 9 | 0.1% |
| 1168 | 9 | 0.1% |
| 4382 | 9 | 0.1% |
| 4126 | 9 | 0.1% |
| 4250 | 9 | 0.1% |
| 4109 | 9 | 0.1% |
| 4311 | 9 | 0.1% |
| 4498 | 9 | 0.1% |
| Other values (4414) | 9957 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 2 | |
| 3 | 3 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 3 | |
| 8 | 2 | |
| 9 | 2 | |
| 10 | 2 | |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6228 | 1 | |
| 6223 | 1 | |
| 6146 | 1 | |
| 6108 | 1 | |
| 6085 | 2 | |
| 6083 | 1 | |
| 6079 | 1 | |
| 6068 | 1 | |
| 6051 | 1 | |
| 6040 | 1 |
customer_since
Real number (ℝ)
| Distinct | 6669 |
|---|---|
| Distinct (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4979.8427 |
| Minimum | 0 |
|---|---|
| Maximum | 20981 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 314.4 |
| Q1 | 1993 |
| median | 4473 |
| Q3 | 7477 |
| 95-th percentile | 11475.4 |
| Maximum | 20981 |
| Range | 20981 |
| Interquartile range (IQR) | 5484 |
Descriptive statistics
| Standard deviation | 3539.6387 |
|---|---|
| Coefficient of variation (CV) | 0.71079327 |
| Kurtosis | -0.35179612 |
| Mean | 4979.8427 |
| Median Absolute Deviation (MAD) | 2693 |
| Skewness | 0.59652032 |
| Sum | 50042439 |
| Variance | 12529042 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55 | 8 | 0.1% |
| 615 | 8 | 0.1% |
| 34 | 7 | 0.1% |
| 777 | 6 | 0.1% |
| 3 | 6 | 0.1% |
| 1021 | 6 | 0.1% |
| 6051 | 6 | 0.1% |
| 15 | 6 | 0.1% |
| 108 | 6 | 0.1% |
| 4110 | 6 | 0.1% |
| Other values (6659) | 9984 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 3 | |
| 2 | 2 | < 0.1% |
| 3 | 6 | |
| 4 | 3 | |
| 5 | 4 | |
| 6 | 1 | < 0.1% |
| 7 | 3 | |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20981 | 1 | |
| 17959 | 1 | |
| 17313 | 1 | |
| 17298 | 1 | |
| 17252 | 1 | |
| 17013 | 1 | |
| 16988 | 1 | |
| 16970 | 1 | |
| 16591 | 1 | |
| 16533 | 1 |
annual_income
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 348092.35 |
| Minimum | 100000 |
|---|---|
| Maximum | 1040000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 100000 |
|---|---|
| 5-th percentile | 120000 |
| Q1 | 220000 |
| median | 340000 |
| Q3 | 460000 |
| 95-th percentile | 640000 |
| Maximum | 1040000 |
| Range | 940000 |
| Interquartile range (IQR) | 240000 |
Descriptive statistics
| Standard deviation | 161078.28 |
|---|---|
| Coefficient of variation (CV) | 0.46274581 |
| Kurtosis | -0.85293252 |
| Mean | 348092.35 |
| Median Absolute Deviation (MAD) | 120000 |
| Skewness | 0.31908177 |
| Sum | 3.49798 × 109 |
| Variance | 2.5946211 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 420000 | 412 | 4.1% |
| 380000 | 412 | 4.1% |
| 460000 | 412 | 4.1% |
| 440000 | 412 | 4.1% |
| 400000 | 412 | 4.1% |
| 100000 | 409 | 4.1% |
| 140000 | 409 | 4.1% |
| 120000 | 409 | 4.1% |
| 280000 | 408 | 4.1% |
| 300000 | 408 | 4.1% |
| Other values (21) | 5946 |
| Value | Count | Frequency (%) |
| 100000 | 409 | |
| 120000 | 409 | |
| 140000 | 409 | |
| 160000 | 408 | |
| 180000 | 408 | |
| 200000 | 408 | |
| 220000 | 408 | |
| 240000 | 408 | |
| 260000 | 408 | |
| 280000 | 408 |
| Value | Count | Frequency (%) |
| 1040000 | 1 | < 0.1% |
| 680000 | 204 | |
| 660000 | 204 | |
| 640000 | 207 | |
| 620000 | 207 | |
| 600000 | 207 | |
| 580000 | 207 | |
| 560000 | 207 | |
| 540000 | 207 | |
| 520000 | 207 |
days_employed
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 4281 |
|---|---|
| Distinct (%) | 42.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66560.975 |
| Minimum | 17 |
|---|---|
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.6 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 222 |
| Q1 | 928 |
| median | 2228 |
| Q3 | 5649 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 365226 |
| Interquartile range (IQR) | 4721 |
Descriptive statistics
| Standard deviation | 138458.67 |
|---|---|
| Coefficient of variation (CV) | 2.080178 |
| Kurtosis | 0.86935873 |
| Mean | 66560.975 |
| Median Absolute Deviation (MAD) | 1622 |
| Skewness | 1.6934022 |
| Sum | 6.6887124 × 108 |
| Variance | 1.9170804 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365243 | 1777 | 17.7% |
| 191 | 11 | 0.1% |
| 203 | 10 | 0.1% |
| 728 | 10 | 0.1% |
| 152 | 10 | 0.1% |
| 385 | 9 | 0.1% |
| 570 | 9 | 0.1% |
| 1188 | 9 | 0.1% |
| 215 | 8 | 0.1% |
| 1157 | 8 | 0.1% |
| Other values (4271) | 8188 |
| Value | Count | Frequency (%) |
| 17 | 2 | |
| 22 | 1 | |
| 38 | 1 | |
| 42 | 1 | |
| 43 | 1 | |
| 53 | 1 | |
| 57 | 1 | |
| 59 | 2 | |
| 63 | 2 | |
| 65 | 1 |
| Value | Count | Frequency (%) |
| 365243 | 1777 | |
| 15632 | 1 | < 0.1% |
| 15396 | 1 | < 0.1% |
| 14949 | 1 | < 0.1% |
| 14507 | 1 | < 0.1% |
| 14460 | 1 | < 0.1% |
| 14387 | 1 | < 0.1% |
| 14198 | 1 | < 0.1% |
| 13994 | 1 | < 0.1% |
| 13878 | 2 | < 0.1% |
name_contract_type
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.6 KiB |
| Cash loans | |
|---|---|
| Revolving loans |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 10.475172 |
| Min length | 10 |
Characters and Unicode
| Total characters | 105265 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash loans |
|---|---|
| 2nd row | Revolving loans |
| 3rd row | Cash loans |
| 4th row | Cash loans |
| 5th row | Cash loans |
Common Values
| Value | Count | Frequency (%) |
| Cash loans | 9094 | |
| Revolving loans | 955 | 9.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| loans | 10049 | |
| cash | 9094 | |
| revolving | 955 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 19143 | |
| s | 19143 | |
| l | 11004 | |
| o | 11004 | |
| n | 11004 | |
| 10049 | ||
| C | 9094 | |
| h | 9094 | |
| v | 1910 | 1.8% |
| R | 955 | 0.9% |
| Other values (3) | 2865 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 85167 | |
| Space Separator | 10049 | 9.5% |
| Uppercase Letter | 10049 | 9.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 19143 | |
| s | 19143 | |
| l | 11004 | |
| o | 11004 | |
| n | 11004 | |
| h | 9094 | |
| v | 1910 | 2.2% |
| e | 955 | 1.1% |
| i | 955 | 1.1% |
| g | 955 | 1.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 9094 | |
| R | 955 | 9.5% |
Space Separator
| Value | Count | Frequency (%) |
| 10049 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 95216 | |
| Common | 10049 | 9.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 19143 | |
| s | 19143 | |
| l | 11004 | |
| o | 11004 | |
| n | 11004 | |
| C | 9094 | |
| h | 9094 | |
| v | 1910 | 2.0% |
| R | 955 | 1.0% |
| e | 955 | 1.0% |
| Other values (2) | 1910 | 2.0% |
Common
| Value | Count | Frequency (%) |
| 10049 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 105265 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 19143 | |
| s | 19143 | |
| l | 11004 | |
| o | 11004 | |
| n | 11004 | |
| 10049 | ||
| C | 9094 | |
| h | 9094 | |
| v | 1910 | 1.8% |
| R | 955 | 0.9% |
| Other values (3) | 2865 | 2.7% |
target
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.6 KiB |
| 0 | |
|---|---|
| 1 | 778 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10049 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 778 | 7.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 778 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 778 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10049 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 778 | 7.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10049 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 778 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10049 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 778 | 7.7% |
| sk_id_curr | amt_credit | amt_goods_price | credit_agency_1_rating | credit_agency_2_rating | credit_agency_3_rating | days_credit | days_credit_enddate | remaining_installment | buro_avg_amt_instalment | buro_max_amt_instalment | days_birth | days_id_publish | customer_since | annual_income | days_employed | occupation_type | code_gender | name_contract_type | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sk_id_curr | 1.000 | -0.000 | -0.004 | 0.001 | 0.002 | -0.007 | -0.002 | -0.004 | -0.009 | -0.005 | 0.008 | -0.001 | 0.013 | 0.010 | -0.008 | -0.006 | 0.000 | 0.000 | 0.016 | 0.000 |
| amt_credit | -0.000 | 1.000 | 0.984 | 0.038 | 0.047 | 0.010 | -0.034 | 0.006 | 0.013 | 0.063 | 0.062 | 0.025 | 0.007 | 0.005 | 0.004 | 0.016 | 0.060 | 0.030 | 0.270 | 0.016 |
| amt_goods_price | -0.004 | 0.984 | 1.000 | 0.040 | 0.053 | 0.014 | -0.035 | 0.004 | 0.009 | 0.062 | 0.059 | 0.024 | 0.008 | 0.003 | 0.004 | 0.016 | 0.063 | 0.046 | 0.237 | 0.000 |
| credit_agency_1_rating | 0.001 | 0.038 | 0.040 | 1.000 | 0.087 | 0.030 | -0.061 | 0.015 | -0.012 | 0.028 | 0.033 | -0.131 | -0.016 | -0.073 | 0.002 | -0.094 | 0.022 | 0.073 | 0.000 | 0.104 |
| credit_agency_2_rating | 0.002 | 0.047 | 0.053 | 0.087 | 1.000 | 0.083 | -0.089 | -0.002 | 0.005 | 0.080 | 0.070 | 0.105 | 0.058 | 0.081 | -0.015 | 0.059 | 0.000 | 0.022 | 0.000 | 0.168 |
| credit_agency_3_rating | -0.007 | 0.010 | 0.014 | 0.030 | 0.083 | 1.000 | -0.534 | -0.240 | -0.003 | 0.015 | 0.037 | 0.159 | 0.139 | 0.070 | 0.003 | 0.145 | 0.021 | 0.022 | 0.000 | 0.164 |
| days_credit | -0.002 | -0.034 | -0.035 | -0.061 | -0.089 | -0.534 | 1.000 | 0.488 | -0.015 | -0.011 | -0.053 | -0.172 | -0.200 | -0.077 | 0.006 | -0.137 | 0.000 | 0.008 | 0.023 | 0.116 |
| days_credit_enddate | -0.004 | 0.006 | 0.004 | 0.015 | -0.002 | -0.240 | 0.488 | 1.000 | 0.026 | 0.008 | 0.022 | -0.173 | -0.142 | -0.102 | -0.013 | -0.120 | 0.000 | 0.013 | 0.012 | 0.083 |
| remaining_installment | -0.009 | 0.013 | 0.009 | -0.012 | 0.005 | -0.003 | -0.015 | 0.026 | 1.000 | 0.433 | 0.510 | 0.133 | 0.017 | 0.047 | -0.012 | 0.111 | 0.015 | 0.041 | 0.008 | 0.031 |
| buro_avg_amt_instalment | -0.005 | 0.063 | 0.062 | 0.028 | 0.080 | 0.015 | -0.011 | 0.008 | 0.433 | 1.000 | 0.767 | 0.078 | 0.006 | -0.010 | -0.014 | 0.063 | 0.040 | 0.000 | 0.023 | 0.017 |
| buro_max_amt_instalment | 0.008 | 0.062 | 0.059 | 0.033 | 0.070 | 0.037 | -0.053 | 0.022 | 0.510 | 0.767 | 1.000 | 0.071 | 0.026 | -0.016 | -0.017 | 0.070 | 0.016 | 0.026 | 0.029 | 0.001 |
| days_birth | -0.001 | 0.025 | 0.024 | -0.131 | 0.105 | 0.159 | -0.172 | -0.173 | 0.133 | 0.078 | 0.071 | 1.000 | 0.254 | 0.310 | -0.003 | 0.576 | 0.041 | 0.049 | 0.051 | 0.095 |
| days_id_publish | 0.013 | 0.007 | 0.008 | -0.016 | 0.058 | 0.139 | -0.200 | -0.142 | 0.017 | 0.006 | 0.026 | 0.254 | 1.000 | 0.114 | 0.005 | 0.261 | 0.025 | 0.031 | 0.019 | 0.068 |
| customer_since | 0.010 | 0.005 | 0.003 | -0.073 | 0.081 | 0.070 | -0.077 | -0.102 | 0.047 | -0.010 | -0.016 | 0.310 | 0.114 | 1.000 | 0.006 | 0.205 | 0.011 | 0.039 | 0.017 | 0.048 |
| annual_income | -0.008 | 0.004 | 0.004 | 0.002 | -0.015 | 0.003 | 0.006 | -0.013 | -0.012 | -0.014 | -0.017 | -0.003 | 0.005 | 0.006 | 1.000 | -0.016 | 0.016 | 0.000 | 0.010 | 0.000 |
| days_employed | -0.006 | 0.016 | 0.016 | -0.094 | 0.059 | 0.145 | -0.137 | -0.120 | 0.111 | 0.063 | 0.070 | 0.576 | 0.261 | 0.205 | -0.016 | 1.000 | 0.167 | 0.053 | 0.021 | 0.037 |
| occupation_type | 0.000 | 0.060 | 0.063 | 0.022 | 0.000 | 0.021 | 0.000 | 0.000 | 0.015 | 0.040 | 0.016 | 0.041 | 0.025 | 0.011 | 0.016 | 0.167 | 1.000 | 0.455 | 0.054 | 0.000 |
| code_gender | 0.000 | 0.030 | 0.046 | 0.073 | 0.022 | 0.022 | 0.008 | 0.013 | 0.041 | 0.000 | 0.026 | 0.049 | 0.031 | 0.039 | 0.000 | 0.053 | 0.455 | 1.000 | 0.000 | 0.021 |
| name_contract_type | 0.016 | 0.270 | 0.237 | 0.000 | 0.000 | 0.000 | 0.023 | 0.012 | 0.008 | 0.023 | 0.029 | 0.051 | 0.019 | 0.017 | 0.010 | 0.021 | 0.054 | 0.000 | 1.000 | 0.004 |
| target | 0.000 | 0.016 | 0.000 | 0.104 | 0.168 | 0.164 | 0.116 | 0.083 | 0.031 | 0.017 | 0.001 | 0.095 | 0.068 | 0.048 | 0.000 | 0.037 | 0.000 | 0.021 | 0.004 | 1.000 |
| sk_id_curr | amt_credit | amt_goods_price | credit_agency_1_rating | credit_agency_2_rating | credit_agency_3_rating | days_credit | days_credit_enddate | remaining_installment | buro_avg_amt_instalment | buro_max_amt_instalment | occupation_type | organization_type | code_gender | days_birth | days_id_publish | customer_since | annual_income | days_employed | name_contract_type | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1002500 | 545040.0 | 450000.0 | 0.218498 | 0.443471 | 0.377404 | -771.00 | 231.00 | 6.90909 | 13072.20 | 13072.2 | Laborers | Other | F | 11929 | 487 | 946 | 120000 | 1862 | Cash loans | 0 |
| 1 | 1002501 | 157500.0 | 157500.0 | 0.000000 | 0.447198 | 0.374021 | -436.80 | 15870.50 | 0.00000 | 0.00 | 0.0 | High skill tech staff | Trade: type 3 | F | 21529 | 4831 | 7078 | 140000 | 264 | Revolving loans | 0 |
| 2 | 1002502 | 112500.0 | 112500.0 | 0.000000 | 0.654592 | 0.000000 | 0.00 | 0.00 | 13.17390 | 12522.50 | 19066.5 | Drivers | Self-employed | M | 16605 | 141 | 7161 | 160000 | 781 | Cash loans | 0 |
| 3 | 1002503 | 1040460.0 | 868500.0 | 0.000000 | 0.617454 | 0.477649 | -1431.63 | -1065.63 | 12.27270 | 9923.91 | 51598.1 | Core staff | Postal | F | 16627 | 161 | 567 | 180000 | 2255 | Cash loans | 0 |
| 4 | 1002504 | 900000.0 | 900000.0 | 0.000000 | 0.701791 | 0.629674 | -1265.00 | -1021.00 | 0.00000 | 0.00 | 0.0 | Sales staff | Self-employed | F | 18928 | 2467 | 5507 | 200000 | 1850 | Cash loans | 0 |
| 5 | 1002505 | 343377.0 | 283500.0 | 0.000000 | 0.592295 | 0.436507 | -695.75 | 8929.43 | 10.36730 | 7716.96 | 25180.0 | Laborers | Business Entity Type 3 | M | 18604 | 2135 | 10710 | 220000 | 120 | Cash loans | 0 |
| 6 | 1002506 | 225000.0 | 225000.0 | 0.869650 | 0.088762 | 0.612704 | -1224.33 | -407.00 | 9.86792 | 10053.80 | 73984.5 | Laborers | XNA | F | 24559 | 3933 | 8769 | 240000 | 365243 | Cash loans | 0 |
| 7 | 1002507 | 284400.0 | 225000.0 | 0.000000 | 0.623289 | 0.303146 | -601.50 | -293.00 | 9.23810 | 24603.60 | 26704.8 | Sales staff | Self-employed | F | 13991 | 1675 | 937 | 260000 | 811 | Cash loans | 0 |
| 8 | 1002508 | 553806.0 | 495000.0 | 0.000000 | 0.479098 | 0.121408 | -639.00 | 1148.50 | 18.63640 | 35905.20 | 566066.0 | Drivers | Self-employed | M | 19262 | 2807 | 7812 | 280000 | 1515 | Cash loans | 1 |
| 9 | 1002509 | 1350000.0 | 1350000.0 | 0.000000 | 0.099953 | 0.643026 | -1295.40 | -694.20 | 5.07692 | 15477.30 | 45709.5 | Core staff | Self-employed | F | 17773 | 1288 | 3738 | 300000 | 5618 | Cash loans | 0 |
| sk_id_curr | amt_credit | amt_goods_price | credit_agency_1_rating | credit_agency_2_rating | credit_agency_3_rating | days_credit | days_credit_enddate | remaining_installment | buro_avg_amt_instalment | buro_max_amt_instalment | occupation_type | organization_type | code_gender | days_birth | days_id_publish | customer_since | annual_income | days_employed | name_contract_type | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10039 | 1007490 | 1113130.0 | 972000.0 | 0.183046 | 0.383464 | 0.399676 | -518.00 | 3134.000 | 0.00000 | 5159.59 | 35776.2 | Sales staff | Self-employed | M | 9354 | 1975 | 477 | 340000 | 128 | Cash loans | 0 |
| 10040 | 1007491 | 562982.0 | 486000.0 | 0.000000 | 0.000000 | 0.000000 | -337.00 | -158.000 | 8.39130 | 24207.60 | 175101.0 | 0 | 0 | F | 10395 | 1295 | 3740 | 360000 | 829 | Cash loans | 1 |
| 10041 | 1007492 | 298512.0 | 270000.0 | 0.000000 | 0.668743 | 0.217629 | -964.25 | 233.000 | 6.00000 | 14555.60 | 15341.1 | Sales staff | Self-employed | F | 19007 | 2531 | 9464 | 380000 | 2634 | Cash loans | 0 |
| 10042 | 1007493 | 651596.0 | 526500.0 | 0.580970 | 0.493464 | 0.644679 | -1295.67 | 3606.570 | 22.64710 | 22272.60 | 529313.0 | Core staff | Transport: type 2 | F | 21170 | 4655 | 8867 | 400000 | 365243 | Cash loans | 0 |
| 10043 | 1007494 | 1574530.0 | 1350000.0 | 0.000000 | 0.605657 | 0.706205 | -1422.56 | -817.444 | 9.86667 | 18539.40 | 28007.1 | Managers | Business Entity Type 3 | F | 22191 | 4368 | 12062 | 420000 | 365243 | Cash loans | 0 |
| 10044 | 1007495 | 835380.0 | 675000.0 | 0.000000 | 0.418965 | 0.000000 | 0.00 | 0.000 | 2.33333 | 12930.40 | 12933.3 | Laborers | Business Entity Type 1 | M | 16404 | 1492 | 1615 | 440000 | 4086 | Cash loans | 1 |
| 10045 | 1007496 | 337500.0 | 337500.0 | 0.000000 | 0.714034 | 0.549596 | -953.00 | -435.000 | 12.34210 | 3133.63 | 19125.0 | Medicine staff | Medicine | F | 14888 | 6051 | 6051 | 460000 | 6166 | Revolving loans | 0 |
| 10046 | 1007497 | 1125000.0 | 1125000.0 | 0.000000 | 0.225260 | 0.065993 | -925.50 | 88.000 | 3.33333 | 15666.20 | 177224.0 | Laborers | University | F | 12518 | 354 | 6664 | 100000 | 990 | Cash loans | 0 |
| 10047 | 1007498 | 497520.0 | 450000.0 | 0.000000 | 0.713068 | 0.558507 | -957.40 | -466.200 | 7.50000 | 10393.30 | 25640.1 | Laborers | Postal | F | 17489 | 1015 | 4254 | 120000 | 5820 | Cash loans | 0 |
| 10048 | 1007499 | 180000.0 | 180000.0 | 0.775153 | 0.575663 | 0.477649 | -202.00 | 164.000 | 7.15000 | 9759.45 | 39168.4 | Core staff | Self-employed | M | 17834 | 1375 | 10606 | 140000 | 1265 | Revolving loans | 0 |
Most frequently occurring
| sk_id_curr | amt_credit | amt_goods_price | credit_agency_1_rating | credit_agency_2_rating | credit_agency_3_rating | days_credit | days_credit_enddate | remaining_installment | buro_avg_amt_instalment | buro_max_amt_instalment | occupation_type | organization_type | code_gender | days_birth | days_id_publish | customer_since | annual_income | days_employed | name_contract_type | target | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1000014 | 773681.0 | 679500.0 | 0.721940 | 0.642656 | 0.000000 | 0.00 | 0.000 | 5.56000 | 49114.60 | 94906.00 | Laborers | Transport: type 2 | F | 14583 | 2056 | 615 | 380000 | 203 | Cash loans | 0 | 5 |
| 1 | 1000015 | 299772.0 | 247500.0 | 0.115634 | 0.346634 | 0.678568 | -495.00 | 5441.000 | 7.87500 | 15090.50 | 33850.70 | Laborers | Business Entity Type 2 | M | 8728 | 1368 | 3494 | 400000 | 1157 | Cash loans | 0 | 5 |
| 2 | 1000016 | 509603.0 | 387000.0 | 0.000000 | 0.236378 | 0.062103 | -261.50 | -32.500 | 4.00000 | 7136.96 | 8779.77 | Drivers | Government | M | 12931 | 3866 | 6392 | 420000 | 1317 | Cash loans | 0 | 5 |
| 3 | 1000017 | 270000.0 | 270000.0 | 0.000000 | 0.683513 | 0.000000 | 0.00 | 0.000 | 5.96296 | 9059.02 | 52236.20 | Laborers | Construction | F | 9776 | 2427 | 4143 | 440000 | 191 | Revolving loans | 0 | 5 |
| 4 | 1000018 | 157500.0 | 157500.0 | 0.000000 | 0.706428 | 0.556727 | -337.00 | 940.000 | 15.00000 | 6765.98 | 6765.98 | Laborers | Housing | F | 17718 | 1259 | 8751 | 460000 | 7804 | Revolving loans | 0 | 5 |
| 5 | 1000019 | 544491.0 | 454500.0 | 0.000000 | 0.586617 | 0.477649 | -1164.38 | -364.917 | 7.96552 | 18982.60 | 231820.00 | Core staff | Kindergarten | F | 11348 | 3964 | 1021 | 480000 | 2038 | Cash loans | 0 | 5 |
| 6 | 1000020 | 427500.0 | 427500.0 | 0.565655 | 0.113375 | 0.000000 | 0.00 | 0.000 | 0.00000 | 0.00 | 0.00 | Laborers | Self-employed | M | 18252 | 1800 | 298 | 500000 | 4286 | Revolving loans | 0 | 5 |
| 7 | 1000021 | 1132570.0 | 927000.0 | 0.437709 | 0.233767 | 0.542445 | -700.00 | 1124.000 | 9.75000 | 36369.40 | 376810.00 | Sales staff | Trade: type 7 | F | 14815 | 2299 | 2299 | 520000 | 1652 | Cash loans | 0 | 4 |
| 8 | 1000022 | 497520.0 | 450000.0 | 0.000000 | 0.457143 | 0.358951 | -679.00 | 899.000 | 8.36364 | 119295.00 | 770004.00 | Sales staff | Self-employed | F | 11146 | 2518 | 114 | 540000 | 4306 | Cash loans | 0 | 4 |
| 9 | 1000023 | 239850.0 | 225000.0 | 0.000000 | 0.624305 | 0.669057 | -793.00 | -278.333 | 5.69565 | 24519.30 | 28077.60 | Laborers | XNA | F | 24827 | 3684 | 9012 | 560000 | 365243 | Cash loans | 0 | 4 |